{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Day and Night Image Classifier\n",
    "---\n",
    "\n",
    "The day/night image dataset consists of 200 RGB color images in two categories: day and night. There are equal numbers of each example: 100 day images and 100 night images.\n",
    "\n",
    "We'd like to build a classifier that can accurately label these images as day or night, and that relies on finding distinguishing features between the two types of images!\n",
    "\n",
    "*Note: All images come from the [AMOS dataset](http://cs.uky.edu/~jacobs/datasets/amos/) (Archive of Many Outdoor Scenes).*\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import resources\n",
    "\n",
    "Before you get started on the project code, import the libraries and resources that you'll need."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2 # computer vision library\n",
    "import helpers\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training and Testing Data\n",
    "The 200 day/night images are separated into training and testing datasets. \n",
    "\n",
    "* 60% of these images are training images, for you to use as you create a classifier.\n",
    "* 40% are test images, which will be used to test the accuracy of your classifier.\n",
    "\n",
    "First, we set some variables to keep track of some where our images are stored:\n",
    "\n",
    "    image_dir_training: the directory where our training image data is stored\n",
    "    image_dir_test: the directory where our test image data is stored"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Image data directories\n",
    "image_dir_training = \"day_night_images/training/\"\n",
    "image_dir_test = \"day_night_images/test/\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the datasets\n",
    "\n",
    "These first few lines of code will load the training day/night images and store all of them in a variable, `IMAGE_LIST`. This list contains the images and their associated label (\"day\" or \"night\"). \n",
    "\n",
    "For example, the first image-label pair in `IMAGE_LIST` can be accessed by index: \n",
    "``` IMAGE_LIST[0][:]```.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Using the load_dataset function in helpers.py\n",
    "# Load training data\n",
    "IMAGE_LIST = helpers.load_dataset(image_dir_training)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Construct a `STANDARDIZED_LIST` of input images and output labels.\n",
    "\n",
    "This function takes in a list of image-label pairs and outputs a **standardized** list of resized images and numerical labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Standardize all training images\n",
    "STANDARDIZED_LIST = helpers.standardize(IMAGE_LIST)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize the standardized data\n",
    "\n",
    "Display a standardized image from STANDARDIZED_LIST."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape: (600, 1100, 3)\n",
      "Label [1 = day, 0 = night]: 1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7feb92fb1748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Display a standardized image and its label\n",
    "\n",
    "# Select an image by index\n",
    "image_num = 0\n",
    "selected_image = STANDARDIZED_LIST[image_num][0]\n",
    "selected_label = STANDARDIZED_LIST[image_num][1]\n",
    "\n",
    "# Display image and data about it\n",
    "plt.imshow(selected_image)\n",
    "print(\"Shape: \"+str(selected_image.shape))\n",
    "print(\"Label [1 = day, 0 = night]: \" + str(selected_label))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Extraction\n",
    "\n",
    "Create a feature that represents the brightness in an image. We'll be extracting the **average brightness** using HSV colorspace. Specifically, we'll use the V channel (a measure of brightness), add up the pixel values in the V channel, then divide that sum by the area of the image to get the average Value of the image.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "###  Find the average brightness using the V channel\n",
    "\n",
    "This function takes in a **standardized** RGB image and returns a feature (a single value) that represent the average level of brightness in the image. We'll use this value to classify the image as day or night."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Find the average Value or brightness of an image\n",
    "def avg_brightness(rgb_image):\n",
    "    # Convert image to HSV\n",
    "    hsv = cv2.cvtColor(rgb_image, cv2.COLOR_RGB2HSV)\n",
    "\n",
    "    # Add up all the pixel values in the V channel\n",
    "    sum_brightness = np.sum(hsv[:,:,2])\n",
    "    area = 600*1100.0  # pixels\n",
    "    \n",
    "    # find the avg\n",
    "    avg = sum_brightness/area\n",
    "    \n",
    "    return avg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Avg brightness: 33.0138651515\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7feb92f2bb00>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7feb92f94898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Testing average brightness levels\n",
    "# Look at a number of different day and night images and think about \n",
    "# what average brightness value separates the two types of images\n",
    "\n",
    "# As an example, a \"night\" image is loaded in and its avg brightness is displayed\n",
    "image_num = 190\n",
    "test_im = STANDARDIZED_LIST[image_num][0]\n",
    "\n",
    "avg = avg_brightness(test_im)\n",
    "print('Avg brightness: ' + str(avg))\n",
    "plt.imshow(test_im)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Classification and Visualizing Error\n",
    "\n",
    "In this section, we'll turn our average brightness feature into a classifier that takes in a standardized image and returns a `predicted_label` for that image. This `estimate_label` function should return a value: 0 or 1 (night or day, respectively)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "### TODO: Build a complete classifier \n",
    "\n",
    "Set a threshold that you think will separate the day and night images by average brightness."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This function should take in RGB image input\n",
    "def estimate_label(rgb_image):\n",
    "    \n",
    "    ## TODO: extract average brightness feature from an RGB image \n",
    "    # Use the avg brightness feature to predict a label (0, 1)\n",
    "    predicted_label = 0\n",
    "    \n",
    "    ## TODO: set the value of a threshold that will separate day and night images\n",
    "    \n",
    "    ## TODO: Return the predicted_label (0 or 1) based on whether the avg is \n",
    "    # above or below the threshold\n",
    "    \n",
    "    return predicted_label    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Test out your code by calling the above function and seeing \n",
    "# how some of your training data is classified\n"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
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